Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 5180 |
| Missing cells | 12020 |
| Missing cells (%) | 12.9% |
| Duplicate rows | 54 |
| Duplicate rows (%) | 1.0% |
| Total size in memory | 728.6 KiB |
| Average record size in memory | 144.0 B |
Variable types
| NUM | 11 |
|---|---|
| CAT | 7 |
Reproduction
| Analysis started | 2020-06-09 03:58:52.821643 |
|---|---|
| Analysis finished | 2020-06-09 03:59:16.314984 |
| Duration | 23.49 seconds |
| Version | pandas-profiling v2.8.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 54 (1.0%) duplicate rows | Duplicates |
full_name has a high cardinality: 5004 distinct values | High cardinality |
first_name has a high cardinality: 1774 distinct values | High cardinality |
last_name has a high cardinality: 2599 distinct values | High cardinality |
college has a high cardinality: 210 distinct values | High cardinality |
position_group is highly correlated with position and 1 other fields | High correlation |
position is highly correlated with position_group and 1 other fields | High correlation |
section is highly correlated with position and 1 other fields | High correlation |
espn_id has 4460 (86.1%) missing values | Missing |
forty has 182 (3.5%) missing values | Missing |
vertical has 1075 (20.8%) missing values | Missing |
bench has 1604 (31.0%) missing values | Missing |
broad has 1099 (21.2%) missing values | Missing |
threecone has 1828 (35.3%) missing values | Missing |
shuttle has 1766 (34.1%) missing values | Missing |
fms_id is uniformly distributed | Uniform |
full_name is uniformly distributed | Uniform |
| Distinct count | 5077 |
|---|---|
| Unique (%) | 98.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2525.566216216216 |
|---|---|
| Minimum | -1 |
| Maximum | 5075 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | 250.95 |
| Q1 | 1249.75 |
| median | 2520.5 |
| Q3 | 3795.25 |
| 95-th percentile | 4816.05 |
| Maximum | 5075 |
| Range | 5076 |
| Interquartile range (IQR) | 2545.5 |
Descriptive statistics
| Standard deviation | 1466.265734 |
|---|---|
| Coefficient of variation (CV) | 0.5805691114 |
| Kurtosis | -1.204598404 |
| Mean | 2525.566216 |
| Median Absolute Deviation (MAD) | 1273 |
| Skewness | 0.0102098246 |
| Sum | 13082433 |
| Variance | 2149935.202 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 898 | 5 | 0.1% | |
| 2742 | 4 | 0.1% | |
| 256 | 4 | 0.1% | |
| 193 | 4 | 0.1% | |
| 1314 | 4 | 0.1% | |
| 3514 | 4 | 0.1% | |
| 779 | 4 | 0.1% | |
| 4702 | 4 | 0.1% | |
| 874 | 4 | 0.1% | |
| 4145 | 4 | 0.1% | |
| Other values (5067) | 5139 | 99.2% |
| Value | Count | Frequency (%) | |
| -1 | 3 | 0.1% | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5075 | 1 | < 0.1% | |
| 5074 | 1 | < 0.1% | |
| 5073 | 1 | < 0.1% | |
| 5072 | 1 | < 0.1% | |
| 5071 | 1 | < 0.1% |
| Distinct count | 639 |
|---|---|
| Unique (%) | 88.8% |
| Missing | 4460 |
| Missing (%) | 86.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3328168.965277778 |
|---|---|
| Minimum | 246044.0 |
| Maximum | 4591752.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 246044 |
|---|---|
| 5-th percentile | 547322 |
| Q1 | 3123193.5 |
| median | 3915258.5 |
| Q3 | 4035434.75 |
| 95-th percentile | 4361263 |
| Maximum | 4591752 |
| Range | 4345708 |
| Interquartile range (IQR) | 912241.25 |
Descriptive statistics
| Standard deviation | 1160368.525 |
|---|---|
| Coefficient of variation (CV) | 0.3486507256 |
| Kurtosis | 1.513353208 |
| Mean | 3328168.965 |
| Median Absolute Deviation (MAD) | 326198.5 |
| Skewness | -1.667452271 |
| Sum | 2396281655 |
| Variance | 1.346455113e+12 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4259349 | 4 | 0.1% | |
| 3916926 | 4 | 0.1% | |
| 4569383 | 4 | 0.1% | |
| 3916923 | 4 | 0.1% | |
| 559594 | 3 | 0.1% | |
| 4039068 | 3 | 0.1% | |
| 4040605 | 2 | < 0.1% | |
| 4035625 | 2 | < 0.1% | |
| 550143 | 2 | < 0.1% | |
| 4035499 | 2 | < 0.1% | |
| Other values (629) | 690 | 13.3% | |
| (Missing) | 4460 | 86.1% |
| Value | Count | Frequency (%) | |
| 246044 | 1 | < 0.1% | |
| 500234 | 1 | < 0.1% | |
| 530622 | 2 | < 0.1% | |
| 531024 | 1 | < 0.1% | |
| 536134 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 4591752 | 1 | < 0.1% | |
| 4571662 | 1 | < 0.1% | |
| 4570575 | 1 | < 0.1% | |
| 4570061 | 2 | < 0.1% | |
| 4569383 | 4 | 0.1% |
| Distinct count | 5004 |
|---|---|
| Unique (%) | 96.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| Chris Jones | 6 |
|---|---|
| Chris Davis | 6 |
| Derrick Johnson | 5 |
| Andre Smith | 5 |
| Brian Allen | 4 |
| Other values (4999) |
| Value | Count | Frequency (%) | |
| Chris Jones | 6 | 0.1% | |
| Chris Davis | 6 | 0.1% | |
| Derrick Johnson | 5 | 0.1% | |
| Andre Smith | 5 | 0.1% | |
| Brian Allen | 4 | 0.1% | |
| Kolby Smith | 4 | 0.1% | |
| Diontae Johnson | 4 | 0.1% | |
| Gary Johnson | 4 | 0.1% | |
| Jamal Peters | 4 | 0.1% | |
| Julian Love | 4 | 0.1% | |
| Other values (4994) | 5134 | 99.1% |
Length
| Max length | 24 |
|---|---|
| Median length | 13 |
| Mean length | 12.81177606 |
| Min length | 7 |
| Distinct count | 1774 |
|---|---|
| Unique (%) | 34.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| Chris | 106 |
|---|---|
| Brandon | 72 |
| Mike | 67 |
| Josh | 62 |
| Ryan | 58 |
| Other values (1769) |
| Value | Count | Frequency (%) | |
| Chris | 106 | 2.0% | |
| Brandon | 72 | 1.4% | |
| Mike | 67 | 1.3% | |
| Josh | 62 | 1.2% | |
| Ryan | 58 | 1.1% | |
| David | 53 | 1.0% | |
| Anthony | 53 | 1.0% | |
| Marcus | 47 | 0.9% | |
| Justin | 46 | 0.9% | |
| Michael | 45 | 0.9% | |
| Other values (1764) | 4571 | 88.2% |
Length
| Max length | 13 |
|---|---|
| Median length | 5 |
| Mean length | 5.445366795 |
| Min length | 2 |
| Distinct count | 2599 |
|---|---|
| Unique (%) | 50.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| Johnson | 108 |
|---|---|
| Williams | 107 |
| Smith | 90 |
| Davis | 72 |
| Brown | 70 |
| Other values (2594) |
| Value | Count | Frequency (%) | |
| Johnson | 108 | 2.1% | |
| Williams | 107 | 2.1% | |
| Smith | 90 | 1.7% | |
| Davis | 72 | 1.4% | |
| Brown | 70 | 1.4% | |
| Jones | 64 | 1.2% | |
| Jackson | 56 | 1.1% | |
| Thomas | 49 | 0.9% | |
| Wilson | 40 | 0.8% | |
| Moore | 36 | 0.7% | |
| Other values (2589) | 4488 | 86.6% |
Length
| Max length | 16 |
|---|---|
| Median length | 6 |
| Mean length | 6.334169884 |
| Min length | 2 |
weight
Real number (ℝ≥0)
| Distinct count | 199 |
|---|---|
| Unique (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 237.2235521235521 |
|---|---|
| Minimum | 149 |
| Maximum | 369 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 149 |
|---|---|
| 5-th percentile | 186 |
| Q1 | 205 |
| median | 228 |
| Q3 | 260 |
| 95-th percentile | 314 |
| Maximum | 369 |
| Range | 220 |
| Interquartile range (IQR) | 55 |
Descriptive statistics
| Standard deviation | 41.08510123 |
|---|---|
| Coefficient of variation (CV) | 0.1731914933 |
| Kurtosis | -0.4276735506 |
| Mean | 237.2235521 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.7051893553 |
| Sum | 1228818 |
| Variance | 1687.985543 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 211 | 82 | 1.6% | |
| 213 | 71 | 1.4% | |
| 209 | 69 | 1.3% | |
| 210 | 69 | 1.3% | |
| 204 | 69 | 1.3% | |
| 195 | 68 | 1.3% | |
| 193 | 68 | 1.3% | |
| 202 | 67 | 1.3% | |
| 208 | 67 | 1.3% | |
| 197 | 67 | 1.3% | |
| Other values (189) | 4483 | 86.5% |
| Value | Count | Frequency (%) | |
| 149 | 1 | < 0.1% | |
| 155 | 1 | < 0.1% | |
| 160 | 2 | < 0.1% | |
| 163 | 1 | < 0.1% | |
| 165 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 369 | 1 | < 0.1% | |
| 366 | 1 | < 0.1% | |
| 364 | 1 | < 0.1% | |
| 361 | 2 | < 0.1% | |
| 358 | 1 | < 0.1% |
height_inches
Real number (ℝ≥0)
| Distinct count | 18 |
|---|---|
| Unique (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.5492277992278 |
|---|---|
| Minimum | 65 |
| Maximum | 82 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 65 |
|---|---|
| 5-th percentile | 69 |
| Q1 | 72 |
| median | 74 |
| Q3 | 75 |
| 95-th percentile | 78 |
| Maximum | 82 |
| Range | 17 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.566604444 |
|---|---|
| Coefficient of variation (CV) | 0.03489641592 |
| Kurtosis | -0.4574831457 |
| Mean | 73.5492278 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.08395216493 |
| Sum | 380985 |
| Variance | 6.587458373 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 75 | 705 | 13.6% | |
| 73 | 696 | 13.4% | |
| 74 | 689 | 13.3% | |
| 72 | 662 | 12.8% | |
| 76 | 574 | 11.1% | |
| 71 | 513 | 9.9% | |
| 77 | 403 | 7.8% | |
| 70 | 362 | 7.0% | |
| 78 | 189 | 3.6% | |
| 69 | 187 | 3.6% | |
| Other values (8) | 200 | 3.9% |
| Value | Count | Frequency (%) | |
| 65 | 1 | < 0.1% | |
| 66 | 6 | 0.1% | |
| 67 | 32 | 0.6% | |
| 68 | 69 | 1.3% | |
| 69 | 187 | 3.6% |
| Value | Count | Frequency (%) | |
| 82 | 1 | < 0.1% | |
| 81 | 1 | < 0.1% | |
| 80 | 19 | 0.4% | |
| 79 | 71 | 1.4% | |
| 78 | 189 | 3.6% |
| Distinct count | 210 |
|---|---|
| Unique (%) | 4.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| Florida State | 128 |
|---|---|
| USC | 126 |
| Alabama | 125 |
| Ohio State | 124 |
| LSU | 121 |
| Other values (205) |
| Value | Count | Frequency (%) | |
| Florida State | 128 | 2.5% | |
| USC | 126 | 2.4% | |
| Alabama | 125 | 2.4% | |
| Ohio State | 124 | 2.4% | |
| LSU | 121 | 2.3% | |
| Miami | 116 | 2.2% | |
| Florida | 115 | 2.2% | |
| Georgia | 112 | 2.2% | |
| Oklahoma | 109 | 2.1% | |
| Notre Dame | 97 | 1.9% | |
| Other values (200) | 4007 | 77.4% |
Length
| Max length | 22 |
|---|---|
| Median length | 8 |
| Mean length | 8.972779923 |
| Min length | 3 |
draft_year
Real number (ℝ≥0)
| Distinct count | 20 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2010.2596525096526 |
|---|---|
| Minimum | 2000 |
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 2000 |
|---|---|
| 5-th percentile | 2001 |
| Q1 | 2006 |
| median | 2010 |
| Q3 | 2015 |
| 95-th percentile | 2019 |
| Maximum | 2019 |
| Range | 19 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 5.643419915 |
|---|---|
| Coefficient of variation (CV) | 0.00280730895 |
| Kurtosis | -1.106032943 |
| Mean | 2010.259653 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.136953855 |
| Sum | 10413145 |
| Variance | 31.84818833 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 2019 | 348 | 6.7% | |
| 2010 | 296 | 5.7% | |
| 2016 | 294 | 5.7% | |
| 2011 | 284 | 5.5% | |
| 2008 | 284 | 5.5% | |
| 2018 | 283 | 5.5% | |
| 2014 | 280 | 5.4% | |
| 2017 | 279 | 5.4% | |
| 2012 | 275 | 5.3% | |
| 2009 | 271 | 5.2% | |
| Other values (10) | 2286 | 44.1% |
| Value | Count | Frequency (%) | |
| 2000 | 207 | 4.0% | |
| 2001 | 187 | 3.6% | |
| 2002 | 202 | 3.9% | |
| 2003 | 205 | 4.0% | |
| 2004 | 224 | 4.3% |
| Value | Count | Frequency (%) | |
| 2019 | 348 | 6.7% | |
| 2018 | 283 | 5.5% | |
| 2017 | 279 | 5.4% | |
| 2016 | 294 | 5.7% | |
| 2015 | 262 | 5.1% |
| Distinct count | 19 |
|---|---|
| Unique (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.5 KiB |
| WR | |
|---|---|
| CB | |
| RB | |
| S | 458 |
| DE | 433 |
| Other values (14) |
| Value | Count | Frequency (%) | |
| WR | 825 | 15.9% | |
| CB | 565 | 10.9% | |
| RB | 545 | 10.5% | |
| S | 458 | 8.8% | |
| DE | 433 | 8.4% | |
| OLB | 418 | 8.1% | |
| DT | 361 | 7.0% | |
| QB | 339 | 6.5% | |
| TE | 333 | 6.4% | |
| OT | 264 | 5.1% | |
| Other values (9) | 639 | 12.3% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2.025096525 |
| Min length | 1 |
| Distinct count | 11 |
|---|---|
| Unique (%) | 0.2% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 40.5 KiB |
| DB | |
|---|---|
| DL | |
| WR | |
| LB | |
| RB | |
| Other values (6) |
| Value | Count | Frequency (%) | |
| DB | 1023 | 19.7% | |
| DL | 831 | 16.0% | |
| WR | 825 | 15.9% | |
| LB | 669 | 12.9% | |
| RB | 652 | 12.6% | |
| OL | 480 | 9.3% | |
| QB | 339 | 6.5% | |
| TE | 333 | 6.4% | |
| LS | 21 | 0.4% | |
| P | 3 | 0.1% | |
| (Missing) | 3 | 0.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 1 |
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.1% |
| Missing | 3 |
| Missing (%) | 0.1% |
| Memory size | 40.5 KiB |
| O | |
|---|---|
| D | |
| ST | 25 |
| Value | Count | Frequency (%) | |
| O | 2629 | 50.8% | |
| D | 2523 | 48.7% | |
| ST | 25 | 0.5% | |
| (Missing) | 3 | 0.1% |
Length
| Max length | 3 |
|---|---|
| Median length | 1 |
| Mean length | 1.005984556 |
| Min length | 1 |
| Distinct count | 148 |
|---|---|
| Unique (%) | 3.0% |
| Missing | 182 |
| Missing (%) | 3.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.72453181272509 |
|---|---|
| Minimum | 4.22 |
| Maximum | 6.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 4.22 |
|---|---|
| 5-th percentile | 4.4 |
| Q1 | 4.5225 |
| median | 4.65 |
| Q3 | 4.87 |
| 95-th percentile | 5.2715 |
| Maximum | 6 |
| Range | 1.78 |
| Interquartile range (IQR) | 0.3475 |
Descriptive statistics
| Standard deviation | 0.268025285 |
|---|---|
| Coefficient of variation (CV) | 0.05673054932 |
| Kurtosis | 0.4528080088 |
| Mean | 4.724531813 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 0.9584615606 |
| Sum | 23613.21 |
| Variance | 0.07183755342 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4.5 | 133 | 2.6% | |
| 4.56 | 129 | 2.5% | |
| 4.53 | 113 | 2.2% | |
| 4.65 | 110 | 2.1% | |
| 4.52 | 110 | 2.1% | |
| 4.58 | 108 | 2.1% | |
| 4.62 | 106 | 2.0% | |
| 4.59 | 106 | 2.0% | |
| 4.54 | 97 | 1.9% | |
| 4.51 | 94 | 1.8% | |
| Other values (138) | 3892 | 75.1% | |
| (Missing) | 182 | 3.5% |
| Value | Count | Frequency (%) | |
| 4.22 | 2 | < 0.1% | |
| 4.24 | 1 | < 0.1% | |
| 4.26 | 1 | < 0.1% | |
| 4.27 | 2 | < 0.1% | |
| 4.28 | 3 | 0.1% |
| Value | Count | Frequency (%) | |
| 6 | 1 | < 0.1% | |
| 5.84 | 1 | < 0.1% | |
| 5.75 | 1 | < 0.1% | |
| 5.73 | 1 | < 0.1% | |
| 5.71 | 1 | < 0.1% |
| Distinct count | 53 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 1075 |
| Missing (%) | 20.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.25724725943971 |
|---|---|
| Minimum | 19.0 |
| Maximum | 46.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 19 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 30.5 |
| median | 33.5 |
| Q3 | 36 |
| 95-th percentile | 39.5 |
| Maximum | 46 |
| Range | 27 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 4.05818869 |
|---|---|
| Coefficient of variation (CV) | 0.1220241909 |
| Kurtosis | 0.03215019989 |
| Mean | 33.25724726 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | -0.2419232057 |
| Sum | 136521 |
| Variance | 16.46889544 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 33 | 233 | 4.5% | |
| 33.5 | 221 | 4.3% | |
| 34 | 215 | 4.2% | |
| 34.5 | 199 | 3.8% | |
| 35 | 198 | 3.8% | |
| 36 | 196 | 3.8% | |
| 35.5 | 189 | 3.6% | |
| 32 | 186 | 3.6% | |
| 32.5 | 186 | 3.6% | |
| 30.5 | 152 | 2.9% | |
| Other values (43) | 2130 | 41.1% | |
| (Missing) | 1075 | 20.8% |
| Value | Count | Frequency (%) | |
| 19 | 1 | < 0.1% | |
| 19.5 | 2 | < 0.1% | |
| 20.5 | 5 | 0.1% | |
| 21 | 3 | 0.1% | |
| 21.5 | 6 | 0.1% |
| Value | Count | Frequency (%) | |
| 46 | 1 | < 0.1% | |
| 45 | 4 | 0.1% | |
| 44.5 | 1 | < 0.1% | |
| 44 | 3 | 0.1% | |
| 43.5 | 8 | 0.2% |
| Distinct count | 45 |
|---|---|
| Unique (%) | 1.3% |
| Missing | 1604 |
| Missing (%) | 31.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.335850111856825 |
|---|---|
| Minimum | 2.0 |
| Maximum | 49.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 16 |
| median | 20 |
| Q3 | 24 |
| 95-th percentile | 31 |
| Maximum | 49 |
| Range | 47 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 6.323618598 |
|---|---|
| Coefficient of variation (CV) | 0.3109591467 |
| Kurtosis | 0.2671691235 |
| Mean | 20.33585011 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 0.3112908244 |
| Sum | 72721 |
| Variance | 39.98815217 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 19 | 232 | 4.5% | |
| 22 | 220 | 4.2% | |
| 23 | 208 | 4.0% | |
| 18 | 208 | 4.0% | |
| 24 | 202 | 3.9% | |
| 17 | 202 | 3.9% | |
| 15 | 198 | 3.8% | |
| 20 | 197 | 3.8% | |
| 21 | 196 | 3.8% | |
| 16 | 195 | 3.8% | |
| Other values (35) | 1518 | 29.3% | |
| (Missing) | 1604 | 31.0% |
| Value | Count | Frequency (%) | |
| 2 | 4 | 0.1% | |
| 3 | 2 | < 0.1% | |
| 4 | 5 | 0.1% | |
| 5 | 4 | 0.1% | |
| 6 | 10 | 0.2% |
| Value | Count | Frequency (%) | |
| 49 | 1 | < 0.1% | |
| 45 | 3 | 0.1% | |
| 44 | 3 | 0.1% | |
| 43 | 1 | < 0.1% | |
| 42 | 2 | < 0.1% |
| Distinct count | 60 |
|---|---|
| Unique (%) | 1.5% |
| Missing | 1099 |
| Missing (%) | 21.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.39108061749572 |
|---|---|
| Minimum | 74.0 |
| Maximum | 147.0 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 74 |
|---|---|
| 5-th percentile | 100 |
| Q1 | 110 |
| median | 116 |
| Q3 | 121 |
| 95-th percentile | 128 |
| Maximum | 147 |
| Range | 73 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.590547634 |
|---|---|
| Coefficient of variation (CV) | 0.0744472414 |
| Kurtosis | 0.4368762084 |
| Mean | 115.3910806 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.4514636607 |
| Sum | 470911 |
| Variance | 73.79750866 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 120 | 224 | 4.3% | |
| 118 | 217 | 4.2% | |
| 117 | 213 | 4.1% | |
| 115 | 207 | 4.0% | |
| 116 | 201 | 3.9% | |
| 121 | 201 | 3.9% | |
| 113 | 179 | 3.5% | |
| 119 | 179 | 3.5% | |
| 114 | 165 | 3.2% | |
| 112 | 158 | 3.1% | |
| Other values (50) | 2137 | 41.3% | |
| (Missing) | 1099 | 21.2% |
| Value | Count | Frequency (%) | |
| 74 | 1 | < 0.1% | |
| 78 | 1 | < 0.1% | |
| 82 | 1 | < 0.1% | |
| 85 | 1 | < 0.1% | |
| 86 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 147 | 1 | < 0.1% | |
| 141 | 3 | 0.1% | |
| 140 | 1 | < 0.1% | |
| 139 | 2 | < 0.1% | |
| 138 | 1 | < 0.1% |
| Distinct count | 201 |
|---|---|
| Unique (%) | 6.0% |
| Missing | 1828 |
| Missing (%) | 35.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2054445107398575 |
|---|---|
| Minimum | 6.28 |
| Maximum | 9.04 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 6.28 |
|---|---|
| 5-th percentile | 6.72 |
| Q1 | 6.95 |
| median | 7.14 |
| Q3 | 7.4 |
| 95-th percentile | 7.92 |
| Maximum | 9.04 |
| Range | 2.76 |
| Interquartile range (IQR) | 0.45 |
Descriptive statistics
| Standard deviation | 0.3648961367 |
|---|---|
| Coefficient of variation (CV) | 0.05064172463 |
| Kurtosis | 0.6681075752 |
| Mean | 7.205444511 |
| Median Absolute Deviation (MAD) | 0.22 |
| Skewness | 0.8428760696 |
| Sum | 24152.65 |
| Variance | 0.1331491906 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 7.09 | 74 | 1.4% | |
| 7.07 | 66 | 1.3% | |
| 7 | 62 | 1.2% | |
| 6.9 | 60 | 1.2% | |
| 7.08 | 56 | 1.1% | |
| 7.15 | 55 | 1.1% | |
| 6.95 | 53 | 1.0% | |
| 7.03 | 53 | 1.0% | |
| 7.12 | 50 | 1.0% | |
| 6.97 | 47 | 0.9% | |
| Other values (191) | 2776 | 53.6% | |
| (Missing) | 1828 | 35.3% |
| Value | Count | Frequency (%) | |
| 6.28 | 1 | < 0.1% | |
| 6.34 | 1 | < 0.1% | |
| 6.42 | 1 | < 0.1% | |
| 6.45 | 2 | < 0.1% | |
| 6.46 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9.04 | 1 | < 0.1% | |
| 8.75 | 1 | < 0.1% | |
| 8.72 | 1 | < 0.1% | |
| 8.67 | 1 | < 0.1% | |
| 8.55 | 1 | < 0.1% |
| Distinct count | 141 |
|---|---|
| Unique (%) | 4.1% |
| Missing | 1766 |
| Missing (%) | 34.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.351239015817224 |
|---|---|
| Minimum | 3.73 |
| Maximum | 5.56 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 40.5 KiB |
Quantile statistics
| Minimum | 3.73 |
|---|---|
| 5-th percentile | 4.0165 |
| Q1 | 4.18 |
| median | 4.32 |
| Q3 | 4.49 |
| 95-th percentile | 4.82 |
| Maximum | 5.56 |
| Range | 1.83 |
| Interquartile range (IQR) | 0.31 |
Descriptive statistics
| Standard deviation | 0.242499473 |
|---|---|
| Coefficient of variation (CV) | 0.05573113133 |
| Kurtosis | 0.5640156402 |
| Mean | 4.351239016 |
| Median Absolute Deviation (MAD) | 0.15 |
| Skewness | 0.7090538462 |
| Sum | 14855.13 |
| Variance | 0.05880599442 |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) | |
| 4.4 | 93 | 1.8% | |
| 4.28 | 88 | 1.7% | |
| 4.2 | 84 | 1.6% | |
| 4.25 | 84 | 1.6% | |
| 4.15 | 81 | 1.6% | |
| 4.21 | 77 | 1.5% | |
| 4.18 | 73 | 1.4% | |
| 4.32 | 71 | 1.4% | |
| 4.33 | 67 | 1.3% | |
| 4.07 | 66 | 1.3% | |
| Other values (131) | 2630 | 50.8% | |
| (Missing) | 1766 | 34.1% |
| Value | Count | Frequency (%) | |
| 3.73 | 1 | < 0.1% | |
| 3.75 | 1 | < 0.1% | |
| 3.78 | 1 | < 0.1% | |
| 3.8 | 1 | < 0.1% | |
| 3.81 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 5.56 | 1 | < 0.1% | |
| 5.42 | 1 | < 0.1% | |
| 5.38 | 1 | < 0.1% | |
| 5.33 | 1 | < 0.1% | |
| 5.28 | 1 | < 0.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| fms_id | espn_id | full_name | first_name | last_name | weight | height_inches | college | draft_year | position | position_group | section | forty | vertical | bench | broad | threecone | shuttle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2 | 4047646.0 | A.J. Brown | A.J. | Brown | 226 | 72 | Ole Miss | 2019 | WR | WR | O | 4.49 | 36.5 | 19.0 | 120.0 | NaN | NaN |
| 1 | 102 | 3728248.0 | Albert Huggins | Albert | Huggins | 305 | 75 | Clemson | 2019 | DL | DL | D | 5.12 | 25.5 | 35.0 | 101.0 | 7.84 | 4.84 |
| 2 | 108 | 3917668.0 | Alec Ingold | Alec | Ingold | 242 | 73 | Wisconsin | 2019 | FB | RB | O | 4.89 | 34.0 | 16.0 | 116.0 | 7.35 | 4.32 |
| 3 | 113 | 3886636.0 | Alex Barnes | Alex | Barnes | 226 | 72 | Kansas State | 2019 | RB | RB | O | 4.59 | 38.5 | 34.0 | 126.0 | 6.95 | 4.10 |
| 4 | 136 | 4048244.0 | Alexander Mattison | Alexander | Mattison | 221 | 71 | Boise State | 2019 | RB | RB | O | 4.67 | 35.0 | 22.0 | 127.0 | 7.13 | 4.29 |
| 5 | 143 | 3117249.0 | Alijah Holder | Alijah | Holder | 191 | 73 | Stanford | 2019 | CB | DB | D | 4.60 | 36.0 | 9.0 | 121.0 | 6.70 | 4.15 |
| 6 | 144 | 3932433.0 | Alize Mack | Alize | Mack | 249 | 76 | Notre Dame | 2019 | TE | TE | O | 4.70 | 36.0 | 22.0 | 120.0 | 7.27 | 4.34 |
| 7 | 163 | 4036134.0 | Amani Hooker | Amani | Hooker | 210 | 71 | Iowa | 2019 | S | DB | D | 4.48 | 37.0 | 14.0 | 123.0 | 6.81 | 4.10 |
| 8 | 164 | 3116175.0 | Amani Oruwariye | Amani | Oruwariye | 205 | 74 | Penn State | 2019 | CB | DB | D | 4.47 | 36.5 | 17.0 | 120.0 | 6.82 | 4.16 |
| 9 | 179 | 3127264.0 | Andre Dillard | Andre | Dillard | 315 | 77 | Washington State | 2019 | OT | OL | O | 4.96 | 29.0 | 24.0 | 118.0 | 7.44 | 4.40 |
Last rows
| fms_id | espn_id | full_name | first_name | last_name | weight | height_inches | college | draft_year | position | position_group | section | forty | vertical | bench | broad | threecone | shuttle | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5170 | 4793 | NaN | Trent Gamble | Trent | Gamble | 186 | 69 | Wyoming | 2000 | S | DB | D | 4.56 | 37.0 | 21.0 | 124.0 | 6.60 | 3.90 |
| 5171 | 4812 | NaN | Trevor Gaylor | Trevor | Gaylor | 199 | 75 | Miami (OH) | 2000 | WR | WR | O | 4.56 | 37.5 | NaN | 121.0 | 7.03 | 4.29 |
| 5172 | 4814 | NaN | Trevor Insley | Trevor | Insley | 192 | 72 | Nevada | 2000 | WR | WR | O | 4.70 | NaN | NaN | NaN | NaN | NaN |
| 5173 | 4833 | NaN | Troy Hambrick | Troy | Hambrick | 237 | 72 | Savannah State | 2000 | RB | RB | O | 4.66 | 34.5 | 21.0 | 118.0 | 7.48 | 4.44 |
| 5174 | 4840 | NaN | Troy Walters | Troy | Walters | 171 | 66 | Stanford | 2000 | WR | WR | O | 4.55 | 32.5 | NaN | 106.0 | 6.61 | 3.84 |
| 5175 | 4843 | NaN | Trung Canidate | Trung | Canidate | 193 | 71 | Arizona | 2000 | RB | RB | O | 4.41 | NaN | 18.0 | NaN | NaN | NaN |
| 5176 | 4961 | NaN | Wendell Montgomery | Wendell | Montgomery | 203 | 75 | Wyoming | 2000 | WR | WR | O | 4.81 | 35.5 | NaN | 117.0 | 7.01 | 4.24 |
| 5177 | 4990 | NaN | William Bartee | William | Bartee | 192 | 73 | Oklahoma | 2000 | CB | DB | D | 4.43 | 38.5 | NaN | 124.0 | 6.70 | 3.99 |
| 5178 | 5013 | NaN | Windrell Hayes | Windrell | Hayes | 204 | 71 | USC | 2000 | WR | WR | O | 4.50 | NaN | NaN | NaN | 7.33 | 4.18 |
| 5179 | 5073 | NaN | Zeron Flemister | Zeron | Flemister | 249 | 76 | Iowa | 2000 | TE | TE | O | 4.72 | 37.0 | 14.0 | 116.0 | 6.92 | 4.16 |
Most frequent
| fms_id | espn_id | full_name | first_name | last_name | weight | height_inches | college | draft_year | position | position_group | section | forty | vertical | bench | broad | threecone | shuttle | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 256 | 3145005.0 | Anthony Nelson | Anthony | Nelson | 271 | 79 | Iowa | 2019 | DL | DL | D | 4.82 | 35.5 | 18.0 | 118.0 | 6.95 | 4.23 | 2 |
| 1 | 256 | 3894856.0 | Anthony Nelson | Anthony | Nelson | 271 | 79 | Iowa | 2019 | DL | DL | D | 4.82 | 35.5 | 18.0 | 118.0 | 6.95 | 4.23 | 2 |
| 2 | 620 | 530622.0 | Bronson Kaufusi | Bronson | Kaufusi | 285 | 78 | BYU | 2016 | DE | DL | D | 4.87 | 30.0 | 25.0 | 111.0 | 7.03 | 4.25 | 2 |
| 3 | 620 | 4361244.0 | Bronson Kaufusi | Bronson | Kaufusi | 285 | 78 | BYU | 2016 | DE | DL | D | 4.87 | 30.0 | 25.0 | 111.0 | 7.03 | 4.25 | 2 |
| 4 | 898 | 3917296.0 | Chris Jones | Chris | Jones | 310 | 78 | Mississippi State | 2016 | DT | DL | D | 5.03 | 24.5 | 26.0 | 106.0 | 7.44 | 4.62 | 2 |
| 5 | 898 | 4035375.0 | Chris Jones | Chris | Jones | 310 | 78 | Mississippi State | 2016 | DT | DL | D | 5.03 | 24.5 | 26.0 | 106.0 | 7.44 | 4.62 | 2 |
| 6 | 901 | 3672833.0 | Chris Lindstrom | Chris | Lindstrom | 308 | 76 | Boston College | 2019 | OT | OL | O | 4.91 | 30.5 | 25.0 | 117.0 | 7.61 | 4.54 | 2 |
| 7 | 901 | 4239950.0 | Chris Lindstrom | Chris | Lindstrom | 308 | 76 | Boston College | 2019 | OT | OL | O | 4.91 | 30.5 | 25.0 | 117.0 | 7.61 | 4.54 | 2 |
| 8 | 1180 | 3116129.0 | Damien Anderson | Damien | Anderson | 211 | 70 | Northwestern | 2002 | RB | RB | O | 4.56 | 33.5 | 27.0 | 112.0 | 6.93 | 4.02 | 2 |
| 9 | 1180 | 4361263.0 | Damien Anderson | Damien | Anderson | 211 | 70 | Northwestern | 2002 | RB | RB | O | 4.56 | 33.5 | 27.0 | 112.0 | 6.93 | 4.02 | 2 |